🧠 NeuroAge: Brain Age Prediction (EEG ds003775 Edition)

This platform predicts functional brain age from Resting-state EEG spectral power features (25 features across 5 regions).

📋 Prerequisites

• Python 3.9+
• pip (Python package manager)

🚀 Getting Started

Follow these steps in your terminal to run the application:

1. (Optional) Create a Virtual Environment

It is recommended to run this in a clean environment:

python -m venv eegenv
.\eegenv\Scripts\activate

2. Install Required Packages

Install the core ML and web dependencies:

pip install -r requirements.txt

3. Start the Flask Server

Run the application using the standard Python command:

python app.py

4. Access the Website

Once the server starts and displays * Running on http://localhost:5000, open your web browser and navigate to: http://localhost:5000

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⚡ How to use the Demo

1. Quick Load: Scroll to the input section and click on any Sample Subject (e.g., sub-004). This will instantly populate all 25 EEG spectral power features.
2. Select Model: Choose a prediction algorithm (e.g., Random Forest or Ridge Regression).
3. Predict: Click "Predict Brain Age".
4. Results: Review the Brain Age Gap, the 10-Model Comparison table, and your personalized Neuro-Health Recommendations based on your brainwave profile!